Unnamed: 0
int64
trans_date_trans_time
string
cc_num
int64
merchant
string
category
string
amt
float64
first
string
last
string
gender
string
street
string
city
string
state
string
zip
int64
lat
float64
long
float64
city_pop
int64
job
string
dob
string
trans_num
string
unix_time
int64
merch_lat
float64
merch_long
float64
is_fraud
int64
552,800
2020-12-31 04:16:32
2,576,709,887,791,552
fraud_Bailey-Morar
grocery_pos
85.64
Joseph
Morgan
M
126 Underwood Drive
San Diego
CA
92,128
33.0067
-117.069
1,241,364
Chartered public finance accountant
1959-08-05
2ee1f49cf0e25cf4ee3bcc37c4823960
1,388,463,392
33.626146
-118.027852
0
552,801
2020-12-31 04:17:29
2,383,461,948,823,908
fraud_Williamson LLC
misc_pos
9.6
Patrick
Vaughan
M
651 Miller Common
Parsonsfield
ME
4,047
43.745
-70.9092
1,892
Audiological scientist
1956-03-02
a9c361a08650385d59973f61956e5726
1,388,463,449
43.42211
-70.13237
0
552,802
2020-12-31 04:18:25
2,297,447,006,766,555
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
113.49
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
6e4de7ed26b4610053978c3eca445d77
1,388,463,505
40.245424
-88.004495
0
552,803
2020-12-31 04:18:52
30,082,025,922,891
fraud_Schuppe, Nolan and Hoeger
shopping_pos
3.57
Kathleen
Thompson
F
199 Patterson Fords Apt. 132
Naples
FL
34,112
26.1184
-81.7361
276,002
Pilot, airline
1934-06-23
2c7a0cd65593f3e27122e3a4e290d0c2
1,388,463,532
26.113557
-82.193533
0
552,804
2020-12-31 04:19:06
4,451,952,084,362,894
fraud_Heller, Gutmann and Zieme
grocery_pos
92.56
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
aa04a9a344bc3ed8df0311e1235cb91a
1,388,463,546
33.85332
-101.232276
0
552,805
2020-12-31 04:20:16
630,441,765,090
fraud_Mraz-Herzog
gas_transport
102.01
Susan
Washington
F
759 Erin Mount Suite 956
May
TX
76,857
31.9571
-98.9656
1,791
Corporate investment banker
1965-07-26
343f2f10cd944a7d812474feab96f39a
1,388,463,616
32.481995
-99.385896
0
552,806
2020-12-31 04:21:03
4,969,856,774,088,583
fraud_Auer-Mosciski
grocery_pos
98.47
Jacqueline
Prince
F
27823 Andrew Underpass Suite 948
Metairie
LA
70,003
29.9975
-90.2146
137,067
Advertising account planner
1951-12-04
dc6cd72246c5b1c5c3bcd0002f4134ba
1,388,463,663
30.077506
-91.113009
0
552,807
2020-12-31 04:21:05
345,389,171,551,808
fraud_Runolfsson and Sons
grocery_net
33.51
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
1cf50268be8a5b1e6b6885dc0bd0a0cb
1,388,463,665
33.690766
-90.364797
0
552,808
2020-12-31 04:21:12
4,512,828,414,983,802,000
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
122.28
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
ed4220f3e7c9b2b90606cf770970d050
1,388,463,672
39.763376
-79.426667
0
552,809
2020-12-31 04:21:51
3,523,843,138,706,408
fraud_Bins-Rice
gas_transport
67.54
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
d4f942b36038ad2a7583cf55d792a003
1,388,463,711
32.514993
-86.574288
0
552,810
2020-12-31 04:21:55
4,390,966,588,600,993,000
fraud_Pouros-Conroy
shopping_pos
133.19
Kyle
Simmons
M
8149 Harris Divide
Oklahoma City
OK
73,134
35.6174
-97.5583
640,470
Advertising copywriter
1966-06-24
a443e09f786efbd169aa663fc1f180f2
1,388,463,715
34.756404
-97.525897
0
552,811
2020-12-31 04:22:57
377,234,009,633,447
fraud_Kerluke-Abshire
shopping_net
3.42
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
1a9ca60316ac52d98c8c1d538a8f380a
1,388,463,777
39.723041
-77.981032
0
552,812
2020-12-31 04:23:08
3,587,960,728,692,500
fraud_Huels-Hahn
gas_transport
53.13
Kathy
Hughes
F
02110 Lucas Freeway Suite 517
Battle Creek
IA
51,006
42.3327
-95.6045
1,075
Teacher, early years/pre
1997-01-02
5607d8abbddbddd1ede15a5b1816aeac
1,388,463,788
42.760844
-95.095668
0
552,813
2020-12-31 04:25:03
6,011,724,471,098,086
fraud_Turcotte-Halvorson
misc_pos
66.87
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
1fb9ef21da0904ef1cea49fc3a67c8f2
1,388,463,903
46.113919
-119.821778
0
552,814
2020-12-31 04:25:08
2,229,378,226,512,508
fraud_Reichert, Rowe and Mraz
shopping_net
108.17
Thomas
Hale
M
949 Smith Parkway
Cazenovia
WI
53,924
43.4987
-90.2796
1,360
Occupational hygienist
1984-11-06
efcf5cbc5de41414c5c795eb29b0f6b7
1,388,463,908
43.059013
-90.214589
0
552,815
2020-12-31 04:26:36
4,809,701,904,914
fraud_Schumm, Bauch and Ondricka
grocery_pos
197.69
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
1c384ca31539945f8c58b7feea303086
1,388,463,996
31.863286
-85.966922
0
552,816
2020-12-31 04:27:17
213,113,338,379,864
fraud_Lind, Huel and McClure
gas_transport
73.66
Larry
Vaughan
M
83555 Melinda Spurs
Kingsville
MD
21,087
39.4558
-76.4147
5,451
Science writer
1961-12-05
ce5d24018205377190c1ec58c9a7ab3a
1,388,464,037
38.783946
-76.423198
0
552,817
2020-12-31 04:27:18
376,445,266,762,684
fraud_Kutch-Hegmann
grocery_net
47.88
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
ec899aadc8abfc418498c12772cc6cf5
1,388,464,038
40.506596
-100.254262
0
552,818
2020-12-31 04:27:56
4,149,238,353,975,790
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
36.39
Tanner
Carroll
M
494 Burke Ports
Cokeburg
PA
15,324
40.1008
-80.0652
632
Dealer
1989-04-08
24233bf4d509ce66ffb644afd08d7bdd
1,388,464,076
39.786358
-80.791922
0
552,819
2020-12-31 04:28:31
6,554,245,334,757,802
fraud_Turner and Sons
shopping_pos
8.34
Monique
Robinson
F
07712 Marcus Divide Apt. 831
Laguna Hills
CA
92,637
33.615
-117.7114
45,303
Sales executive
1969-12-22
4879764b607b1c251b7f58a24ef01b1d
1,388,464,111
33.831879
-118.425609
0
552,820
2020-12-31 04:29:01
377,234,009,633,447
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
159.36
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
ea5e932b4165941d81d624d801adf033
1,388,464,141
40.202447
-78.200076
0
552,821
2020-12-31 04:30:06
4,708,992,452,821,239
fraud_Strosin-Cruickshank
grocery_pos
148.51
Jared
Walters
M
3326 Hannah Fords
Cord
AR
72,524
35.8184
-91.3375
376
Designer, ceramics/pottery
1938-09-08
f31752b32e417f3ea81543f80816d75c
1,388,464,206
36.15017
-92.281961
0
552,822
2020-12-31 04:30:48
4,935,858,973,307,492
fraud_McDermott-Weimann
grocery_pos
103.58
Lance
Wagner
M
6003 Brady Shoal Apt. 449
Irwinton
GA
31,042
32.8088
-83.174
1,841
Film/video editor
1975-06-01
6eca83fb212f23d025671fc66f9ac648
1,388,464,248
32.177506
-83.917537
0
552,823
2020-12-31 04:31:50
676,369,110,710
fraud_Corwin-Gorczany
misc_net
3.49
David
Wolfe
M
81261 Garcia Underpass Suite 741
Southfield
MI
48,034
42.4969
-83.2911
75,830
Engineer, automotive
1974-12-28
0e1b53b06d0bdd6ac27540ac1ddcd865
1,388,464,310
41.502414
-83.491963
0
552,824
2020-12-31 04:32:08
3,585,740,823,295,298
fraud_Huels-Hahn
gas_transport
54.05
James
Greene
M
082 Hernandez Bypass Apt. 886
Quanah
TX
79,252
34.2956
-99.7494
3,202
Librarian, public
1998-03-18
37ebb207f8163f58a76a7ae204d61ef8
1,388,464,328
33.848165
-99.391028
0
552,825
2020-12-31 04:32:33
3,526,826,139,003,047
fraud_Corwin-Collins
gas_transport
42.65
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
4f3fb0f227b11f0af8f7b26773728ba0
1,388,464,353
43.473082
-85.474863
0
552,826
2020-12-31 04:32:49
3,595,192,916,105,588
fraud_Moen, Reinger and Murphy
grocery_pos
43.81
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
6e2e1d418103b1b1b484751295426a7d
1,388,464,369
34.343912
-79.365169
0
552,827
2020-12-31 04:32:57
676,173,792,455
fraud_Baumbach, Feeney and Morar
shopping_net
8.45
Brittany
Cox
F
07177 William Dale Apt. 547
Santa Monica
CA
90,403
34.0287
-118.4924
92,043
Civil engineer, contracting
1961-04-25
bb3bb6a1b6b8352bee005d7a600f854b
1,388,464,377
34.886405
-118.932684
0
552,828
2020-12-31 04:33:48
3,511,378,610,369,890
fraud_Morar Inc
grocery_net
83.9
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
cf334cbe7284858fd0a92f7508bc2b30
1,388,464,428
35.637494
-87.070344
0
552,829
2020-12-31 04:34:10
6,011,148,190,095,209
fraud_Eichmann-Russel
misc_pos
158.4
Terri
Bailey
F
508 Erin Mount
Daly City
CA
94,015
37.6787
-122.478
107,941
Buyer, industrial
1991-10-04
8d738fd02bf530cbd5743d105f2bac12
1,388,464,450
37.684055
-122.517939
0
552,830
2020-12-31 04:35:54
213,174,467,670,432
fraud_Stroman, Hudson and Erdman
gas_transport
59.29
James
Bishop
M
7055 Fernandez Estates Apt. 676
Cecilton
MD
21,913
39.4015
-75.8654
663
Podiatrist
1969-01-14
b0980b8788404811fdcca21237d3deab
1,388,464,554
39.666474
-76.336765
0
552,831
2020-12-31 04:36:17
4,509,922,033,272,157
fraud_Bahringer-Larson
grocery_net
38.37
Monica
West
F
22084 Smith Roads Suite 776
Hurley
SD
57,036
43.2893
-97.1904
811
Neurosurgeon
1972-03-28
01b177050d9aa39fbfae8bd6b9c8a242
1,388,464,577
43.60438
-96.709435
0
552,832
2020-12-31 04:36:29
2,268,221,587,779,419
fraud_Durgan-Auer
misc_net
37.5
Peggy
Berry
F
517 Vasquez Lodge
Vancouver
WA
98,665
45.6892
-122.6616
299,480
Teaching laboratory technician
1985-01-02
97f39d782fbc837ae4173daf50ed7c2c
1,388,464,589
45.398423
-123.317318
0
552,833
2020-12-31 04:37:47
4,003,771,737,807,706
fraud_Stroman, Hudson and Erdman
gas_transport
60.17
Danielle
Hayden
F
03368 Michelle Trail
Gregory
AR
72,059
35.1791
-91.2594
37
Lecturer, further education
1958-01-01
aa98986cf77e5d57375b8beeed8ac387
1,388,464,667
35.814264
-90.856408
0
552,834
2020-12-31 04:38:45
38,580,485,618,059
fraud_Kris-Weimann
misc_net
8.46
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
7d16e3d1a3de76c1cd38f253944024a6
1,388,464,725
49.103421
-103.81508
0
552,835
2020-12-31 04:39:49
4,862,293,128,558
fraud_Fisher Inc
shopping_net
3.37
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
0e639cedae9a2e14a3032bdf9a92a6cf
1,388,464,789
40.858131
-78.806779
0
552,836
2020-12-31 04:39:54
213,175,487,106,448
fraud_Little, Gutmann and Lynch
shopping_net
7.43
Diane
Jackson
F
682 Mills Way Apt. 814
Rule
TX
79,548
33.0771
-99.959
932
Physicist, medical
1954-12-10
392dccfd587e103dc08b5559c17811ed
1,388,464,794
33.379756
-100.936685
0
552,837
2020-12-31 04:40:46
376,445,266,762,684
fraud_Cummings Group
grocery_net
37.59
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
5bb87ae760b9ee8650d620292a484a0f
1,388,464,846
41.930872
-101.533045
0
552,838
2020-12-31 04:41:16
213,156,747,557,083
fraud_Kohler, Lindgren and Koelpin
grocery_net
31.31
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
f6cb6ce04dde146548e1266bde0076f5
1,388,464,876
34.371342
-118.788471
0
552,839
2020-12-31 04:42:37
2,576,709,887,791,552
fraud_Schmeler Inc
misc_pos
132.03
Joseph
Morgan
M
126 Underwood Drive
San Diego
CA
92,128
33.0067
-117.069
1,241,364
Chartered public finance accountant
1959-08-05
472000369bee70e8be55d235d37c560b
1,388,464,957
33.410989
-117.330428
0
552,840
2020-12-31 04:42:44
30,234,966,027,947
fraud_Vandervort-Funk
grocery_pos
54.14
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
b8c86f193af00212c2b230f7d13907aa
1,388,464,964
44.508505
-87.106769
0
552,841
2020-12-31 04:43:01
4,586,260,469,584
fraud_Mraz-Herzog
gas_transport
95.96
Melody
Thompson
F
0362 Anderson Wall
Mound City
MO
64,470
40.1362
-95.2138
1,631
Architect
1953-01-20
082b8698f8d5faef16d2561a13e9d09f
1,388,464,981
40.12401
-94.438638
0
552,842
2020-12-31 04:43:39
6,535,328,428,560,433
fraud_Lehner, Reichert and Mills
misc_pos
5.94
Michelle
Beck
F
2887 Olson Road Suite 439
Minneapolis
MN
55,428
45.0632
-93.3811
1,022,298
Analytical chemist
1967-10-28
6deff1600028b33c45b9aa57c65e3b5a
1,388,465,019
44.737013
-94.042915
0
552,843
2020-12-31 04:44:14
3,575,789,281,659,026
fraud_Mante Group
misc_net
3.75
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
b65848c2cf862b8d6156f9155865a083
1,388,465,054
38.093536
-93.721629
0
552,844
2020-12-31 04:44:47
4,671,727,014,157,745
fraud_Kutch, Hermiston and Farrell
gas_transport
68.18
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
9ed334b649be4593d0af881fa1f837fd
1,388,465,087
40.782829
-85.464706
0
552,845
2020-12-31 04:45:13
374,238,209,524,200
fraud_Jones, Sawayn and Romaguera
misc_net
31.08
Daniel
Martinez
M
8510 Acevedo Burgs
Kent
OR
97,033
45.0838
-120.6649
60
Museum education officer
1942-04-03
0a86f8453ab0aa58d0ffb1f3e797082d
1,388,465,113
45.662873
-119.911031
0
552,846
2020-12-31 04:47:23
4,807,552,641,361
fraud_Reichert, Rowe and Mraz
shopping_net
9.08
Kimberly
Castro
F
588 Smith Lights Suite 786
Rosewood
OH
43,070
40.2158
-83.9579
133
Professor Emeritus
1954-01-29
a1e525d377c58c2d15fc5e001c59d796
1,388,465,243
39.915701
-84.313804
0
552,847
2020-12-31 04:47:28
6,547,670,341,037,171
fraud_Huel, Hammes and Witting
grocery_pos
120.32
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
cf70be087fe7ededcb8db17ae7e53c43
1,388,465,248
39.104933
-75.902243
0
552,848
2020-12-31 04:47:30
3,596,217,206,093,829
fraud_Ledner-Pfannerstill
gas_transport
60.67
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
890cad2080101c79b8d33ec4b0e48752
1,388,465,250
40.656684
-92.608208
0
552,849
2020-12-31 04:48:54
30,074,693,890,476
fraud_Barton Inc
grocery_pos
204.63
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
ee84b4b7a5f8c34f9c48261f08fc696c
1,388,465,334
38.510479
-100.51856
0
552,850
2020-12-31 04:49:02
4,807,552,641,361
fraud_Koelpin and Sons
misc_net
8.87
Kimberly
Castro
F
588 Smith Lights Suite 786
Rosewood
OH
43,070
40.2158
-83.9579
133
Professor Emeritus
1954-01-29
c1c18cb3b5eead04bf951d1a5ff4f18b
1,388,465,342
40.745155
-83.531739
0
552,851
2020-12-31 04:49:18
36,913,587,729,122
fraud_Gutmann-Upton
misc_pos
105.67
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
298edd3c2671eb3686ee66d2f4d4f67f
1,388,465,358
43.6419
-117.12155
0
552,852
2020-12-31 04:49:24
630,484,879,808
fraud_Lockman Ltd
grocery_pos
98.03
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
675f535af73125306109e41dfaef35bf
1,388,465,364
35.707662
-119.167404
0
552,853
2020-12-31 04:50:09
213,156,747,557,083
fraud_Bins-Rice
gas_transport
56.74
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
54b2058d0531c9a75bc916170d674e35
1,388,465,409
34.530109
-117.333757
0
552,854
2020-12-31 04:51:37
213,112,402,583,773
fraud_Reilly, Heaney and Cole
gas_transport
53.01
Ana
Howell
F
4664 Sanchez Common Suite 930
Bradley
SC
29,819
34.0326
-82.2027
1,523
Research scientist (physical sciences)
1984-06-03
4b5cef2f91454ecb24f0aea67071a28c
1,388,465,497
33.196006
-81.540612
0
552,855
2020-12-31 04:52:31
4,294,040,533,480,516
fraud_Goodwin-Nitzsche
grocery_pos
108
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
8e51eb408f55cbebac938fc9a512b0f4
1,388,465,551
33.416064
-81.188228
0
552,856
2020-12-31 04:52:50
6,506,116,513,503,136
fraud_Hamill-Daugherty
misc_net
26.15
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
1df5fdca6de6ee8522f44c3b982d80ad
1,388,465,570
32.472376
-94.813368
0
552,857
2020-12-31 04:53:32
345,832,460,465,610
fraud_Weimann, Kuhic and Beahan
shopping_pos
2.81
Jason
Mcmahon
M
6385 Donald Square Suite 429
Springfield
VA
22,151
38.8029
-77.2116
104,396
Production engineer
1950-11-20
bf0f44decb1bb9c123426f33ba8e46ad
1,388,465,612
38.589881
-76.439159
0
552,858
2020-12-31 04:54:01
3,534,330,126,107,879
fraud_Greenfelder, Bartoletti and Davis
misc_net
67.9
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
b65cdded4e79da4fa8f3d7120bcc6170
1,388,465,641
45.896463
-108.001391
0
552,859
2020-12-31 04:54:08
4,862,293,128,558
fraud_Stroman, Hudson and Erdman
gas_transport
58.17
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
e694c304f4ec29a2b19629f626e15a72
1,388,465,648
41.817287
-78.704131
0
552,860
2020-12-31 04:54:28
4,348,786,085,525,522
fraud_Dooley-Thompson
misc_net
92.17
John
Nichols
M
862 Anderson Highway
Bryant
WI
54,418
45.203
-88.9983
1,080
Information systems manager
1979-01-08
45aaca43f8015cdd46ec99d4770e28ba
1,388,465,668
45.824297
-88.859897
0
552,861
2020-12-31 04:54:38
3,508,104,404,056,005
fraud_Lehner, Mosciski and King
misc_net
4.46
Michael
Fisher
M
401 Escobar Port
East Troy
WI
53,120
42.8035
-88.4092
9,679
Engineer, production
1991-04-11
0012afc410e8f69921033a4debfd509f
1,388,465,678
41.842015
-87.789443
0
552,862
2020-12-31 04:55:07
30,408,301,059,761
fraud_Rempel PLC
grocery_net
60.52
Brandon
Pittman
M
2881 Frey Village
Cross
SC
29,436
33.3364
-80.1859
4,471
Occupational hygienist
1973-10-09
60ab69cc407b22ec74c0ea424319c9ad
1,388,465,707
33.872059
-79.927321
0
552,863
2020-12-31 04:55:45
6,011,706,277,606,006
fraud_Runolfsdottir, Mueller and Hand
entertainment
12.73
Scott
Sullivan
M
776 Martin Ridge
Newton
NH
3,858
42.8678
-71.042
4,603
Therapist, music
1952-12-07
02fcdac8a2ea82a6ea6e9548389331f8
1,388,465,745
42.982447
-71.313268
0
552,864
2020-12-31 04:56:14
36,360,452,125,889
fraud_Watsica, Haag and Considine
shopping_pos
6.51
Christopher
Raymond
M
766 Potter Well
West Chazy
NY
12,992
44.797
-73.5112
4,778
Engineering geologist
1954-06-14
89d6d969b85397455127a8e19aadcddc
1,388,465,774
44.997749
-74.214972
0
552,865
2020-12-31 04:58:00
676,372,984,911
fraud_Ortiz Group
grocery_net
54.85
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
e3b329609e4331f18865dd159ed0498b
1,388,465,880
38.919476
-98.587863
0
552,866
2020-12-31 04:58:35
6,011,652,924,285,713
fraud_Kutch, Hermiston and Farrell
gas_transport
42.52
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
1c677df0541e1e4b31b758e42834e753
1,388,465,915
37.839981
-93.685203
0
552,867
2020-12-31 04:58:36
6,544,734,391,390,261
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
57.88
John
Myers
M
701 Wilson Divide
Highland
IN
46,322
41.55
-87.4569
23,727
Community arts worker
1982-02-08
b12f6ff85a724727c849c71fe8fe3759
1,388,465,916
40.943622
-87.253619
0
552,868
2020-12-31 04:58:55
180,069,253,480,336
fraud_Kiehn-Emmerich
grocery_pos
65.89
William
Hunter
M
5036 Victoria Ports Suite 249
Emporium
PA
15,834
41.5177
-78.2536
4,533
Public affairs consultant
1969-11-01
6be6086522e69f89303072a6ebe05b78
1,388,465,935
40.761133
-78.324958
0
552,869
2020-12-31 04:59:42
4,859,525,594,182,537
fraud_Erdman-Kertzmann
gas_transport
31.88
Rebecca
Farley
F
383 Long Islands
Downsville
NY
13,755
42.0716
-75.0152
1,228
Psychotherapist, child
1990-02-25
2328d3e9395b03ddfc6c11488d07106a
1,388,465,982
42.234894
-75.693629
0
552,870
2020-12-31 04:59:54
180,036,456,789,979
fraud_Morar Inc
grocery_net
35.41
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
40e4e4b6ec74c65e0a52d8ec6c76d93f
1,388,465,994
43.054012
-90.802841
0
552,871
2020-12-31 05:00:45
2,248,735,346,244,816
fraud_Vandervort-Funk
grocery_pos
103.31
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
383f6fde292b78e267b32f21b91498d4
1,388,466,045
38.92133
-99.46911
0
552,872
2020-12-31 05:00:47
5,559,857,416,065,248
fraud_Emard Inc
gas_transport
47.93
Jack
Hill
M
5916 Susan Bridge Apt. 939
Grenada
CA
96,038
41.6125
-122.5258
589
Systems analyst
1945-12-21
4946d57d0800436370a94c9d1a7b10e1
1,388,466,047
42.09295
-121.979599
0
552,873
2020-12-31 05:01:37
213,141,712,584,544
fraud_Bauch-Raynor
grocery_pos
166.78
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
b6e6d9d4fb38c415786de3043f638761
1,388,466,097
31.876089
-90.252038
0
552,874
2020-12-31 05:01:46
4,689,147,265,057,949,000
fraud_Kling Inc
gas_transport
52.04
Steven
Brooks
M
2622 Reynolds Isle
Manley
NE
68,403
40.9207
-96.168
206
Human resources officer
1967-10-04
db830fbbf1ac1b34ea6ad9b0448d3a9a
1,388,466,106
41.691126
-96.143938
0
552,875
2020-12-31 05:02:00
342,319,985,983,023
fraud_Torphy-Goyette
shopping_pos
135.26
Bryan
Pugh
M
6366 French Field
Margaretville
NY
12,455
42.1852
-74.6178
1,988
Environmental health practitioner
1978-05-23
cadc4e17cd82fccbf226afd12b99fb0d
1,388,466,120
42.110025
-74.310632
0
552,876
2020-12-31 05:03:15
371,284,424,780,634
fraud_Willms, Kris and Bergnaum
shopping_pos
4.88
Jeremy
Moore
M
574 Patricia Extensions
Lubbock
TX
79,413
33.5466
-101.8871
254,282
Doctor, general practice
1952-01-29
aff29f529efc7328e808bfa1fef2ef42
1,388,466,195
33.717241
-101.783569
0
552,877
2020-12-31 05:03:59
342,952,484,382,519
fraud_Ledner-Pfannerstill
gas_transport
45.04
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
3a8d0cc8838864cb208fad7cce25033e
1,388,466,239
41.077156
-73.571572
0
552,878
2020-12-31 05:04:24
30,153,452,207,526
fraud_Bins, Balistreri and Beatty
shopping_pos
2.33
Robin
Smith
F
0537 Margaret Common Suite 526
Coleman
TX
76,834
31.8287
-99.427
5,908
Radio producer
1962-04-05
c51b577e5ede2648c135747ec8581819
1,388,466,264
31.870087
-98.683762
0
552,879
2020-12-31 05:04:32
213,199,865,312,311
fraud_Connelly, Reichert and Fritsch
gas_transport
64.11
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
1f620353a6934dde9b32d8a81ad3f6a7
1,388,466,272
35.299709
-84.111181
0
552,880
2020-12-31 05:06:11
4,926,376,199,189,801
fraud_Goldner, Kovacek and Abbott
grocery_pos
205.89
Claire
Davis
F
83685 Matthew Center Suite 870
Cherokee Village
AR
72,529
36.3011
-91.5281
4,726
Pharmacologist
1977-06-07
f638a566aca96426d80e597decea944b
1,388,466,371
36.899715
-91.789449
0
552,881
2020-12-31 05:06:18
4,736,845,434,667,908,000
fraud_Cormier LLC
shopping_net
8.74
Toni
Gomez
F
062 Carl Dam
Altona
NY
12,910
44.8816
-73.6408
2,148
Surveyor, land/geomatics
1953-05-23
cbff99fc5805192863b600388d8cb67e
1,388,466,378
45.036387
-74.275938
0
552,882
2020-12-31 05:06:34
6,535,328,428,560,433
fraud_Durgan-Auer
misc_net
2.92
Michelle
Beck
F
2887 Olson Road Suite 439
Minneapolis
MN
55,428
45.0632
-93.3811
1,022,298
Analytical chemist
1967-10-28
1091faafaaed2516984f4454254bfe1f
1,388,466,394
45.311535
-93.583998
0
552,883
2020-12-31 05:07:12
584,673,555,952
fraud_Zemlak Group
misc_net
2.8
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
6d86c801bc10e19580768175a560841e
1,388,466,432
47.932692
-100.741256
0
552,884
2020-12-31 05:09:02
4,629,451,965,224,809
fraud_Dicki Ltd
grocery_net
27.08
Karen
Warren
F
4900 Curtis Gardens Suite 952
Hahira
GA
31,632
30.9416
-83.3574
10,295
Teacher, special educational needs
1997-12-26
7a3a5df0f683a5a7c98a210cd1b2a8eb
1,388,466,542
31.697689
-83.699405
0
552,885
2020-12-31 05:09:22
6,011,104,316,292,105
fraud_Rowe-Vandervort
grocery_net
49.97
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
7507f8f0e6bcce94e532a6086c4ebb34
1,388,466,562
37.203084
-78.172156
0
552,886
2020-12-31 05:09:27
213,178,850,083,780
fraud_Ledner-Pfannerstill
gas_transport
67.42
Shawn
King
M
31493 Garcia Summit
Athena
OR
97,813
45.8289
-118.4971
1,302
Dealer
1976-10-18
64869eb7de0eb5dba0d9aca67530a6c7
1,388,466,567
44.880576
-118.13895
0
552,887
2020-12-31 05:10:22
3,513,618,443,244,549
fraud_Towne, Walker and Borer
grocery_net
34.68
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
e04c6f448239df2a5135631c89620d9b
1,388,466,622
43.559673
-97.448036
0
552,888
2020-12-31 05:11:25
4,998,109,455,173,950
fraud_Balistreri-Nader
misc_pos
22.83
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
9ea7217b9ae7694aa296952af712b892
1,388,466,685
38.159154
-93.866536
0
552,889
2020-12-31 05:11:44
3,583,635,130,604,947
fraud_Bernier, Volkman and Hoeger
misc_net
39.2
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
93126c3ba7ed8741e0e5055aa6abab9f
1,388,466,704
40.86171
-75.714548
0
552,890
2020-12-31 05:12:25
4,727,244,663,135,968
fraud_Huels-Hahn
gas_transport
44.98
Mary
Lewis
F
118 Justin Extension
Bay Minette
AL
36,507
30.8635
-87.7644
19,090
Science writer
1929-05-30
a7f32e40e56fa5daa5b31dbb9e662c71
1,388,466,745
31.415873
-88.064409
0
552,891
2020-12-31 05:12:36
30,026,790,933,302
fraud_Gerlach Inc
shopping_net
107.57
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
1dcfdf0a0c4c10514af484dd2b2c1254
1,388,466,756
33.399986
-90.890274
0
552,892
2020-12-31 05:13:35
4,992,346,398,065,154,000
fraud_Bogisich-Homenick
misc_net
4.58
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
e3d43c233659781065e17d4c5655cb88
1,388,466,815
40.637488
-89.8806
0
552,893
2020-12-31 05:14:00
2,318,062,975,163,331
fraud_Leannon-Ward
food_dining
50.93
William
Martinez
M
0207 Griffith Plains Apt. 544
Louisiana
MO
63,353
39.4336
-91.0664
4,593
Teacher, early years/pre
1940-11-11
e5dc0b1df7658dd909b1696430021ee3
1,388,466,840
39.51598
-91.212713
0
552,894
2020-12-31 05:14:01
3,518,669,219,150,142
fraud_Kilback LLC
grocery_pos
90.07
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
4a819add1f77f7b22d6ce06a6a144473
1,388,466,841
38.174958
-85.106116
0
552,895
2020-12-31 05:14:03
2,450,829,271,795,901
fraud_Mosciski, Gislason and Mertz
grocery_pos
60.4
Timothy
Kirby
M
7309 Sophia Causeway Suite 702
Sauk Rapids
MN
56,379
45.604
-94.1591
16,163
Hydrographic surveyor
1987-02-22
d6058cbe7b8cf2b4b24348e5bad80d46
1,388,466,843
45.358025
-94.148158
0
552,896
2020-12-31 05:16:50
60,416,207,185
fraud_Heller-Abshire
grocery_net
44.27
Mary
Diaz
F
9886 Anita Drive
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Information systems manager
1986-02-17
cc80a9cb68fc3df7e4bac548ca6b7f04
1,388,467,010
43.014302
-109.025973
0
552,897
2020-12-31 05:18:04
4,092,452,671,396,169,700
fraud_Rodriguez, Yost and Jenkins
misc_net
4.9
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
e1e8321bba32be8b748dd0c9ba67836c
1,388,467,084
35.079681
-78.651499
0
552,898
2020-12-31 05:18:53
630,484,879,808
fraud_Pacocha-Bauch
shopping_pos
134.35
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
17937f54dbfe14c285cf823e8dc8350f
1,388,467,133
36.503516
-119.440498
0
552,899
2020-12-31 05:19:25
676,102,124,465
fraud_Greenfelder, Bartoletti and Davis
misc_net
14.59
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
a1d06662d9de8e339bb55ea05746eeaf
1,388,467,165
38.502088
-121.8938
0